{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "乐学偶得 版权所有 主讲人 ：William 由LX_LAB教研团队提供技术支持 乐学偶得版权所有  公众号：乐学Fintech  正版视频课程 网易云课堂：乐学偶得 "
   ]
  },
  {
   "attachments": {
    "1.Derivative.png": {
     "image/png": 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    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1.Derivative(求导)，精髓在于“变化率”\n",
    "2.Partial Derivative(偏导数)\n",
    "multivariable function ![1.Derivative.png](attachment:1.Derivative.png)"
   ]
  },
  {
   "attachments": {
    "2.PartialDerivative.png": {
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    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![2.PartialDerivative.png](attachment:2.PartialDerivative.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sympy as sym"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "sym.init_printing()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "x,y = sym.symbols(\"x y\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = x**2*y**3+sym.cos(y)+sym.sin(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/latex": [
       "$\\displaystyle \\frac{\\partial}{\\partial x} \\left(x^{2} y^{3} + \\sin{\\left(x \\right)} + \\cos{\\left(y \\right)}\\right)$"
      ],
      "text/plain": [
       "∂ ⎛ 2  3                  ⎞\n",
       "──⎝x ⋅y  + sin(x) + cos(y)⎠\n",
       "∂x                         "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sym.Derivative(f,x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/latex": [
       "$\\displaystyle 2 x y^{3} + \\cos{\\left(x \\right)}$"
      ],
      "text/plain": [
       "     3         \n",
       "2⋅x⋅y  + cos(x)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sym.diff(f,x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/latex": [
       "$\\displaystyle 3 x^{2} y^{2} - \\sin{\\left(y \\right)}$"
      ],
      "text/plain": [
       "   2  2         \n",
       "3⋅x ⋅y  - sin(y)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sym.diff(f,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from mpl_toolkits import mplot3d\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "fig = plt.figure()\n",
    "ax = plt.axes(projection = \"3d\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib notebook\n",
    "def func(x,y):\n",
    "     return x**2*y+np.cos(y)+np.sin(x)\n",
    "\n",
    "x = np.linspace(-888,888,8)\n",
    "y = np.linspace(-888,888,8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-888.        , -634.28571429, -380.57142857, -126.85714286,\n",
       "        126.85714286,  380.57142857,  634.28571429,  888.        ])"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-888.        , -634.28571429, -380.57142857, -126.85714286,\n",
       "        126.85714286,  380.57142857,  634.28571429,  888.        ])"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-888.        , -634.28571429, -380.57142857, -126.85714286,\n",
       "         126.85714286,  380.57142857,  634.28571429,  888.        ],\n",
       "       [-888.        , -634.28571429, -380.57142857, -126.85714286,\n",
       "         126.85714286,  380.57142857,  634.28571429,  888.        ],\n",
       "       [-888.        , -634.28571429, -380.57142857, -126.85714286,\n",
       "         126.85714286,  380.57142857,  634.28571429,  888.        ],\n",
       "       [-888.        , -634.28571429, -380.57142857, -126.85714286,\n",
       "         126.85714286,  380.57142857,  634.28571429,  888.        ],\n",
       "       [-888.        , -634.28571429, -380.57142857, -126.85714286,\n",
       "         126.85714286,  380.57142857,  634.28571429,  888.        ],\n",
       "       [-888.        , -634.28571429, -380.57142857, -126.85714286,\n",
       "         126.85714286,  380.57142857,  634.28571429,  888.        ],\n",
       "       [-888.        , -634.28571429, -380.57142857, -126.85714286,\n",
       "         126.85714286,  380.57142857,  634.28571429,  888.        ],\n",
       "       [-888.        , -634.28571429, -380.57142857, -126.85714286,\n",
       "         126.85714286,  380.57142857,  634.28571429,  888.        ]])"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X, Y =  np.meshgrid(x,y)\n",
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-888.        , -888.        , -888.        , -888.        ,\n",
       "        -888.        , -888.        , -888.        , -888.        ],\n",
       "       [-634.28571429, -634.28571429, -634.28571429, -634.28571429,\n",
       "        -634.28571429, -634.28571429, -634.28571429, -634.28571429],\n",
       "       [-380.57142857, -380.57142857, -380.57142857, -380.57142857,\n",
       "        -380.57142857, -380.57142857, -380.57142857, -380.57142857],\n",
       "       [-126.85714286, -126.85714286, -126.85714286, -126.85714286,\n",
       "        -126.85714286, -126.85714286, -126.85714286, -126.85714286],\n",
       "       [ 126.85714286,  126.85714286,  126.85714286,  126.85714286,\n",
       "         126.85714286,  126.85714286,  126.85714286,  126.85714286],\n",
       "       [ 380.57142857,  380.57142857,  380.57142857,  380.57142857,\n",
       "         380.57142857,  380.57142857,  380.57142857,  380.57142857],\n",
       "       [ 634.28571429,  634.28571429,  634.28571429,  634.28571429,\n",
       "         634.28571429,  634.28571429,  634.28571429,  634.28571429],\n",
       "       [ 888.        ,  888.        ,  888.        ,  888.        ,\n",
       "         888.        ,  888.        ,  888.        ,  888.        ]])"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "Z = func(X,Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-7.00227073e+08, -3.57258710e+08, -1.28613136e+08,\n",
       "        -1.42903498e+07, -1.42903480e+07, -1.28613137e+08,\n",
       "        -3.57258711e+08, -7.00227072e+08],\n",
       "       [-5.00162194e+08, -2.55184792e+08, -9.18665241e+07,\n",
       "        -1.02073917e+07, -1.02073898e+07, -9.18665250e+07,\n",
       "        -2.55184792e+08, -5.00162192e+08],\n",
       "       [-3.00097318e+08, -1.53110876e+08, -5.51199158e+07,\n",
       "        -6.12443687e+06, -6.12443501e+06, -5.51199166e+07,\n",
       "        -1.53110877e+08, -3.00097317e+08],\n",
       "       [-1.00032439e+08, -5.10369579e+07, -1.83733043e+07,\n",
       "        -2.04147891e+06, -2.04147705e+06, -1.83733052e+07,\n",
       "        -5.10369585e+07, -1.00032438e+08],\n",
       "       [ 1.00032438e+08,  5.10369593e+07,  1.83733059e+07,\n",
       "         2.04147778e+06,  2.04147964e+06,  1.83733050e+07,\n",
       "         5.10369587e+07,  1.00032440e+08],\n",
       "       [ 3.00097315e+08,  1.53110875e+08,  5.51199148e+07,\n",
       "         6.12443320e+06,  6.12443506e+06,  5.51199140e+07,\n",
       "         1.53110875e+08,  3.00097317e+08],\n",
       "       [ 5.00162194e+08,  2.55184794e+08,  9.18665269e+07,\n",
       "         1.02073917e+07,  1.02073936e+07,  9.18665260e+07,\n",
       "         2.55184794e+08,  5.00162196e+08],\n",
       "       [ 7.00227071e+08,  3.57258710e+08,  1.28613136e+08,\n",
       "         1.42903470e+07,  1.42903489e+07,  1.28613135e+08,\n",
       "         3.57258709e+08,  7.00227072e+08]])"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support. ' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            if (mpl.ratio != 1) {\n",
       "                fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n",
       "            }\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        fig.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var backingStore = this.context.backingStorePixelRatio ||\n",
       "\tthis.context.webkitBackingStorePixelRatio ||\n",
       "\tthis.context.mozBackingStorePixelRatio ||\n",
       "\tthis.context.msBackingStorePixelRatio ||\n",
       "\tthis.context.oBackingStorePixelRatio ||\n",
       "\tthis.context.backingStorePixelRatio || 1;\n",
       "\n",
       "    mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width * mpl.ratio);\n",
       "        canvas.attr('height', height * mpl.ratio);\n",
       "        canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option);\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'] / mpl.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n",
       "    var x1 = msg['x1'] / mpl.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x * mpl.ratio;\n",
       "    var y = canvas_pos.y * mpl.ratio;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    var width = fig.canvas.width/mpl.ratio\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width/mpl.ratio\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>');\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        event.shiftKey = false;\n",
       "        // Send a \"J\" for go to next cell\n",
       "        event.which = 74;\n",
       "        event.keyCode = 74;\n",
       "        manager.command_mode();\n",
       "        manager.handle_keydown(event);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<img src=\"\" width=\"978.6666666666666\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.contour.QuadContourSet at 0x2696c7c0550>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig =plt.figure()\n",
    "ax= plt.axes(projection = \"3d\")\n",
    "ax.contour3D(X,Y,Z,50,cmap=\"binary\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'z')"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ax=plt.axes(projection=\"3d\")\n",
    "ax.plot_surface(X,Y,Z,rstride=1,cstride=1,cmap=\"viridis\",edgecolor=\"none\")\n",
    "ax.set_xlabel(\"x\")\n",
    "ax.set_ylabel(\"y\")\n",
    "ax.set_zlabel(\"z\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$function : f(x,y) \\\\\n",
    "Gradient Vector : \\nabla f(x,y) = \\begin{bmatrix}\n",
    "\\frac{\\partial f(x,y)}{\\partial x}\\\\\n",
    "\\frac{\\partial f(x,y)}{\\partial y}\n",
    "\\end{bmatrix}=\\begin{bmatrix} f_x\\\\f_y\\end{bmatrix}\\\\\n",
    "Grandient magnitude= |\\nabla f(x,y)|=\\sqrt{f_x^2+f_y^2} \\\\\n",
    "Grawdient Direction = \\theta =tan^-1 \\frac{f_x}{f_y}\n",
    "$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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